Papers Environment Sound Classification
“Environment Sound Classification” 태그가 달린 논문 5편 · 필터 해제
ECHO: Environmental Sound Classification with Hierarchical Ontology-guided Semi-Supervised Learning
Environment Sound Classification has been a well-studied research problem in the field of signal processing and up till now more focus has been laid on fully supervised approaches. Over the last few years, focus has move…
Contrastive LearningEnvironmental Sound ClassificationEnvironment Sound ClassificationLanguage Modeling+3Masked Modeling Duo: Towards a Universal Audio Pre-training Framework
Self-supervised learning (SSL) using masked prediction has made great strides in general-purpose audio representation. This study proposes Masked Modeling Duo (M2D), an improved masked prediction SSL, which learns by pre…
Audio ClassificationDenoisingEnvironment Sound Classification+3Face: Fast, Accurate and Context-Aware Audio Annotation and Classification
This paper presents a context-aware framework for feature selection and classification procedures to realize a fast and accurate audio event annotation and classification. The context-aware design starts with exploring f…
Active LearningAudio ClassificationClassificationEnvironmental Sound Classification+3SoundCLR: Contrastive Learning of Representations For Improved Environmental Sound Classification
Environmental Sound Classification (ESC) is a challenging field of research in non-speech audio processing. Most of current research in ESC focuses on designing deep models with special architectures tailored for specifi…
Contrastive LearningData AugmentationEnvironmental Sound ClassificationEnvironment Sound Classification+3Environment Sound Classification using Multiple Feature Channels and Attention based Deep Convolutional Neural Network
In this paper, we propose a model for the Environment Sound Classification Task (ESC) that consists of multiple feature channels given as input to a Deep Convolutional Neural Network (CNN) with Attention mechanism. The n…
Data AugmentationEnvironment Sound ClassificationGeneral ClassificationSound Classification